§ 01Problem & solution
The cost of forgetting.
Agents without memory fail in two ways that show up on the balance sheet: they burn tokens re-reading context, and they let hard-won institutional knowledge walk out the door. A memory layer answers both.
01The cost
Token spend compounds every turn.
Without memory, the same context is re-sent on every call. Conversations re-explain themselves, prompts balloon, and you pay frontier-model rates to re-read what the model was already told an hour ago.
The solution
Send less. Repeat nothing. Pay less.
- Less context per call — only what's relevant is retrieved and injected
- No repetition — facts and decisions persist instead of being re-sent
- Cheaper models hold their own once the context they receive is sharper
02The leak
Institutional knowledge isn't centralised.
What your agents and teams learn lives in scattered sessions, local notes, and individual heads. When an employee leaves, it leaves with them. Nothing compounds, and nothing is owned by the organisation.
The solution
One memory the whole organisation owns.
- Organisation-wide intelligence — every agent reads from one shared layer
- Knowledge stays when people leave — it lives in the memory, not the person
- Context compounds across teams instead of resetting every session
Memory has to be infrastructure — not a patch.
See how the architecture solves it
§ 02The Architecture
Memory in motion.
Every request passes through the same disciplined cycle. OctaMem doesn’t fire a generic search across one bucket of text. It rebuilds context from three memory types that each serve a distinct purpose, then reassembles them for the model.
semanticepisodicprocedural01Appor MCPCaller02SecuritylayerAccess · quota03RetrievalserviceOctaMem agent04MemorylayersThree layers05UnifiedcontextBack to app
fig. 1 · Search · stage 1 / 5
§ 03File ingestion
Any file. Now memory.
Hand OctaMem the document itself. Contracts, decks, spreadsheets, emails, PDFs. We parse, structure, and store it as typed memory your agents can query forever.
Not embeddings of a blob. Clauses, parties, obligations.
- Batch upload
- 5 files
- Avg pages
- 40
- Max file
- 30 MB
- Retention
- Configurable
Drop the file. Memory does the rest.
contract-v3.pdfPDF
Master Services Agreementparties · term · obligations
Parsed memory record
contract-v3.pdf
Master Services Agreement,
v3 · executed 2026-04-12
- ›parties: Acme Corp, OctaMem Inc.
- ›term: 24 months, auto-renew 12
- ›obligations: 99.9% uptime SLA, 30-day deletion
Searchable across the account under previous_context: legal-msas.
§ From input to inheritance
§ 04Compounding intelligence
Intelligence that compounds.
Every session without memory is a reset. Every session with memory is an upgrade.
Day 1
Recognition
Day 30
Pattern awareness
Day 180
Operational depth
0Day 1
Recognition.
Names, preferences, initial constraints. Conversations feel slightly personalized. The kind a thoughtful intern manages on day one.
0Day 30
Pattern awareness.
The agent remembers your decisions, avoids past mistakes, and follows your workflows without repeated instruction. Fewer questions, fewer corrections.
0Day 180
Operational depth.
Deep institutional context. The agent operates with continuity across teams, releases, and tools. A system of record your AI can actually use.
Day 360 isn’t on the chart. The curve keeps climbing.
+ Compounds with every session
One memory layer. Two paths.
Start on the general cloud, or run on a vertical-specific memory cloud tuned to your sector’s schemas, policies, and compliance posture.
§ 06Use cases
Built for real systems.
The same memory layer, accessed however your team already builds. No bespoke vertical stack. No rewrite. The platform shapes to the workflow, not the other way around.
Coverage at a glance
- Verticals
08
Healthcare, finance, defense, public sector.
- Runtimes
08
REST, MCP, SDKs, IDE plugins.
- Memory layer
01
Unified across stacks.
- Stack rewrites
00
Drop in through existing interfaces.
i.
Enterprise verticals
§ 07For the enterprise
Built for the high-stakes stack.
When memory integrity matters, when decisions need traceability, when continuity is not optional. OctaMem is the layer your security, compliance, and infrastructure teams will actually approve.
§ 08In practice
Same memory. Five runtimes.
The full integration. No vector DB to operate. No embedding pipeline to maintain. No chunking. OctaMem holds the memory; you keep your stack — Python, JavaScript, REST, or MCP.
- ›add(). Capture a memory with its previous context.
- ›get() / search(). Recall it from any agent, any session.
- ›MCP. Same operations as tool-calls in any MCP-compatible client.
quickstart.py · python
from octamem import OctaMem
# Your API key from platform.octamem.com.
client = OctaMem(api_key="sk-om-live-...")
# Capture a memory.
client.add(
content="Beta opens March 20.",
previous_context="Q1 product launch",
)
# Recall it later, possibly from a different agent.
results = client.get(
query="When does beta open?",
previous_context="Q1 product launch",
)
print(results)response · memory.search()200 · application/json
{
"results": [
{ "id": "rec_01HV4Z…", "type": "semantic", "score": 0.94,
"content": "Beta opens March 20.",
"source": "planning_doc_q1", "created_at": "2026-02-14T09:12Z" },
{ "id": "rec_01HV7M…", "type": "episodic", "score": 0.88,
"content": "Approved Q1 scope reduction on 2026-02-09." },
{ "id": "rec_01HV9F…", "type": "procedural", "score": 0.81 }
],
"tokens": 642, "previous_context": "Q1 product launch"
}Source-linked. Every record carries id, type, score, content, and source — auditable end-to-end, deletable by id or by previous_context.
§ 09Trust & control
Your memory.
Your control.
Memory is sensitive. See what is stored, keep it structured and traceable, and delete it whenever you want. No opaque embeddings. No locked-in vendor format.
Audit chain
Every memory action leaves a mark.
Reads, writes, redactions, and policy checks are chained together so the record can be inspected after the fact.
Active event
context.delivered
hash: sha256:ad72f9019c
EVT_4182prev: 0b91ce774a
recall.requested
agent:legal-copilotacme/legal/msas
EVT_4183prev: 8f4a2c91b0
policy.checked
policy:contract-scoperedact: pricing / pii
EVT_4184prev: 1c68bd044e
context.delivered
octamem:renderer642 tokens / 7 sources
EVT_4185prev: ad72f9019c
memory.captured
agent:legal-copilotretention: 365 days
Compliance posture
4 frameworks
Infrastructure
Encryption
AES-256-GCM at rest · TLS 1.3 in transit · BYO-KMS on Enterprise
Access control
Role-based scopes · SSO via Okta, Entra, Google · SCIM
Audit logging
Immutable append-only log · per-record provenance
Retention
Configurable windows · scoped delete by record or context
Observability
Per-tenant metrics, latency, error budgets · Datadog export
Resilience
Multi-AZ · RTO 30m / RPO 5m
Deployment
§ 10Frequently asked
The questions
we always get.
Six of the most common things buyers ask in the first conversation. If yours isn’t here, send us a noteand we’ll add it.
Desktop app
Memory, native on your Mac.
The OctaMem desktop app brings capture and recall to macOS without a browser tab. Same account, same memory layer, one keystroke away while you work.
Apple Silicon and Intel · Windows and Linux coming
fig. 5 · native recall, no browser tab.
Stop resetting.
Start remembering.
Persistent memory infrastructure for every agent, every model, every workflow your organization runs. With the audit trail your security team requires and the simplicity your developers expect.
No card required · Free tier includes 2 GB memory